Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "31" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 81 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 77 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.125301 | 0.512063 | 12.512940 | 20.390688 | 85.341196 | 7.571417 | 5.726962 | 23.738007 | 0.7700 | 0.7819 | 0.2612 | 12.768793 | 14.553842 |
| 2459593 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.577585 | 3.782718 | 3.593798 | 22.641580 | 1.334576 | 4.242796 | 1.100602 | 4.286566 | 0.7282 | 0.7239 | 0.2554 | 5.379532 | 5.071505 |
| 2459592 | dish_ok | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.146087 | 0.032990 | 0.134460 | 2.292111 | 0.483089 | 1.159868 | 1.798115 | 0.131529 | 0.0291 | 0.0282 | 0.0014 | nan | nan |
| 2459591 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.417416 | 4.157375 | 5.132258 | 26.722531 | 1.544852 | 2.326148 | -0.073078 | 0.524699 | 0.6757 | 0.6782 | 0.3822 | 4.638731 | 4.344133 |
| 2459590 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.940377 | 4.550570 | 4.510404 | 25.390985 | 1.333494 | 3.622814 | 0.607552 | 0.938173 | 0.6754 | 0.6762 | 0.3746 | 5.217628 | 5.033200 |
| 2459589 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.195650 | 3.986421 | 21.487037 | 23.140308 | 114.940797 | 6.071882 | 5.296646 | 10.271833 | 0.6906 | 0.6983 | 0.3042 | 4.227955 | 4.571537 |
| 2459588 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 204.543603 | 221.844921 | inf | inf | 21.844476 | 26.763086 | 48.300189 | 18.456416 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459587 | dish_ok | 100.00% | - | - | - | 100.00% | 0.00% | 350.212506 | 350.526898 | inf | inf | -1.599316 | 107.877693 | -4.675000 | 576.856526 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.051502 | 2.813342 | -0.527570 | 2.779111 | -0.573237 | 0.390708 | -0.425829 | 0.670983 | 0.6747 | 0.6880 | 0.3683 | 4.311191 | 4.434912 |
| 2459585 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.836773 | 6.549988 | 0.213207 | 3.543554 | -0.006756 | 3.243152 | 2.446573 | 1.886019 | 0.0323 | 0.0309 | 0.0016 | 0.000000 | 0.000000 |
| 2459584 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 19.918985 | 21.728357 | 1.961911 | 8.246997 | 3.452150 | 28.785664 | -0.260214 | 0.096855 | 0.6291 | 0.6368 | 0.3751 | 5.051477 | 5.059036 |
| 2459583 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.603906 | 3.483888 | 0.142990 | 8.179372 | 0.410346 | 1.626398 | 0.065193 | 1.610830 | 0.6710 | 0.6689 | 0.3994 | 4.636265 | 4.587780 |
| 2459582 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.723549 | 3.244749 | -0.046963 | 7.619764 | -0.182591 | 2.551475 | -0.563227 | 0.511971 | 0.6743 | 0.6711 | 0.3952 | 4.462340 | 4.356287 |
| 2459581 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459580 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.714297 | 3.328820 | -0.161733 | 8.614472 | 0.035234 | 1.784715 | -0.802120 | 0.223857 | 0.6823 | 0.6826 | 0.3891 | 4.782523 | 4.722637 |
| 2459579 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.892426 | 3.448697 | 0.194804 | 10.334067 | 0.225498 | 2.258050 | -0.354853 | 1.209589 | 0.6802 | 0.6806 | 0.3908 | 3.575815 | 3.568844 |
| 2459578 | dish_ok | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.720163 | -0.312927 | -0.780632 | -0.007127 | 1.194237 | 1.973540 | -0.202125 | 0.776780 | 0.0288 | 0.0283 | 0.0016 | nan | nan |
| 2459577 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.617665 | 4.760077 | 0.156801 | 8.036822 | 0.290931 | 1.324084 | -0.590315 | 0.563970 | 0.6817 | 0.6850 | 0.3904 | 4.014312 | 3.820468 |
| 2459576 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.721625 | 3.673958 | 0.143419 | 6.812248 | 2.623757 | 2.471975 | 0.041687 | 0.742588 | 0.6851 | 0.6908 | 0.3877 | 3.368173 | 3.221603 |
| 2459575 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.166949 | 2.744217 | 1.590475 | 6.090944 | 29.259053 | 4.842262 | 0.341548 | 8.198513 | 0.7436 | 0.7490 | 0.3309 | 0.000000 | 0.000000 |
| 2459574 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.640950 | 3.347180 | 1.268113 | 6.270017 | 50.504300 | 1.324757 | 0.383019 | 0.156628 | 0.6914 | 0.6943 | 0.3775 | 4.085719 | 3.859391 |
| 2459573 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.117311 | 3.358505 | 0.087054 | 10.503308 | 0.923439 | 2.254100 | -0.477395 | 0.919986 | 0.6769 | 0.6768 | 0.4008 | 0.000000 | 0.000000 |
| 2459572 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.796839 | 3.356385 | 0.008786 | 6.244364 | 0.161743 | 0.721709 | 0.023842 | 1.784957 | 0.6779 | 0.6795 | 0.4014 | 4.400977 | 3.927090 |
| 2459571 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.674325 | -0.443553 | -0.770426 | 0.033231 | 40.841209 | 0.534261 | -0.002967 | 0.944748 | 0.0295 | 0.0290 | 0.0019 | nan | nan |
| 2459570 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.683922 | 8.310902 | 13.751022 | 15.667700 | 9.199384 | 8.116888 | 5.244763 | 4.926036 | 0.6658 | 0.6855 | 0.3777 | 5.010320 | 4.867269 |
| 2459569 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.901585 | 3.101972 | 1.301835 | 7.248639 | 15.149721 | 8.607837 | 2.625050 | 9.332045 | 0.7464 | 0.7503 | 0.2436 | 5.719252 | 5.161261 |
| 2459566 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.514864 | 3.397497 | 0.303004 | 7.973695 | 0.202181 | 1.919897 | -0.273665 | 0.170075 | 0.6750 | 0.6780 | 0.4077 | 1.314582 | 1.348173 |
| 2459565 | dish_ok | 0.00% | - | - | - | 100.00% | 0.00% | 0.000000 | 0.000000 | -0.016407 | -0.016407 | -0.758305 | -0.758305 | -0.875717 | -0.875717 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.413055 | 0.588788 | 0.955434 | -3.456559 | -0.867136 | -1.993704 | -1.613893 | -0.643032 | 0.6964 | 0.7090 | 0.3941 | 3.136233 | 3.159498 |
| 2459563 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459562 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.374689 | 0.062043 | -0.001409 | -2.169778 | -1.415338 | -2.482261 | -1.264010 | -0.673637 | 0.6843 | 0.6973 | 0.3946 | 3.146411 | 3.128033 |
| 2459561 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.105518 | 0.812059 | 0.546678 | -1.504785 | -0.909047 | -2.203787 | -1.557531 | 0.185344 | 0.6843 | 0.6973 | 0.3912 | 3.581081 | 3.364030 |
| 2459560 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.463502 | 0.402427 | 0.140907 | -1.767663 | -0.759391 | -1.454331 | -1.378718 | -0.555444 | 0.6801 | 0.6921 | 0.4047 | 3.578144 | 3.484671 |
| 2459559 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.235887 | 0.737124 | 0.697402 | -1.427289 | -0.471570 | -1.119070 | -1.326291 | -0.366214 | 0.6899 | 0.7056 | 0.3894 | 3.008652 | 3.029835 |
| 2459558 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.334487 | 3.994937 | 10.762680 | 5.903464 | 10.431655 | 6.938914 | -1.709855 | -0.602616 | 0.6915 | 0.7022 | 0.3982 | 3.042970 | 3.199716 |
| 2459557 | dish_ok | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0334 | 0.0319 | 0.0013 | nan | nan |
| 2459556 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.755276 | 4.162377 | 11.248812 | 5.809165 | 9.211820 | 6.779098 | -2.907079 | -1.261929 | 0.6982 | 0.7078 | 0.3878 | 3.134825 | 3.182945 |
| 2459553 | dish_ok | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6934 | 0.7042 | 0.3980 | nan | nan |
| 2459552 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.210176 | 4.721454 | 8.701932 | 8.349992 | 59.764651 | 7.345043 | 0.766245 | -0.062534 | 0.7048 | 0.7061 | 0.3970 | 10.025349 | 3.675410 |
| 2459551 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.717794 | 0.420313 | 0.402137 | -2.064568 | -1.531244 | -1.893574 | -1.181610 | 1.459028 | 0.6875 | 0.6989 | 0.3992 | 3.160740 | 3.115732 |
| 2459550 | dish_ok | - | 97.53% | 97.53% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0495 | 0.0490 | 0.0011 | nan | nan |
| 2459549 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459542 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.725508 | 4.127470 | 21.384818 | 12.730591 | 0.156567 | -0.161483 | -1.690706 | -1.061207 | 0.7512 | 0.7518 | 0.3538 | 3.407353 | 3.421004 |
| 2459541 | dish_ok | 100.00% | 1.34% | 1.79% | 0.00% | 100.00% | 0.00% | 5.762284 | 3.709426 | 12.180507 | 6.724242 | 9.392519 | 4.943396 | 4.208851 | 2.401252 | 0.7416 | 0.7352 | 0.3345 | 4.426647 | 4.515812 |
| 2459540 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.051199 | 1.704628 | 1.394268 | -0.358003 | 15.482827 | -1.006840 | -0.329130 | -0.607677 | 0.7474 | 0.7386 | 0.3521 | 3.638270 | 3.414383 |
| 2459536 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.832461 | 5.668744 | 15.073041 | 9.577607 | 39.176060 | 6.474895 | -0.806443 | -1.670972 | 0.7295 | 0.7367 | 0.4127 | 4.003767 | 3.672787 |
| 2459535 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.517668 | 1.027728 | 1.236705 | -0.409194 | -2.756252 | -1.204369 | -1.899349 | -0.709586 | 0.7805 | 0.7585 | 0.3692 | 3.514272 | 3.202283 |
| 2459534 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.727716 | 0.755135 | 0.291308 | -1.169099 | -2.003113 | -1.389861 | -1.163854 | -0.463849 | 0.7733 | 0.7593 | 0.3584 | 7.748765 | 8.945512 |
| 2459533 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.710287 | 4.432175 | 10.658327 | 6.544767 | 7.824717 | 5.983712 | -1.334814 | 0.891424 | 0.7195 | 0.7195 | 0.4009 | 3.274130 | 3.200200 |
| 2459532 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.994169 | 5.073217 | 14.018894 | 8.099155 | 10.193133 | 6.277756 | -1.429723 | -0.779147 | 0.7172 | 0.7163 | 0.4002 | 3.469036 | 3.413206 |
| 2459530 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.087931 | 0.689082 | -0.849121 | -1.431117 | 9.939243 | -2.034394 | -0.062004 | -0.330358 | 0.7428 | 0.7347 | 0.3990 | 3.605674 | 3.448113 |
| 2459527 | dish_ok | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459523 | dish_ok | 100.00% | - | - | - | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459522 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459513 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 4.111496 | 2.033080 | 5.768992 | 2.628524 | 5.861460 | 8.710368 | 1.040738 | 1.745385 | 0.0361 | 0.0345 | 0.0017 | nan | nan |
| 2459508 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.474857 | 4.552722 | 9.519882 | 5.455772 | 9.403598 | 3.310882 | 8.925392 | 6.809183 | 0.8869 | 0.9197 | 0.2482 | 0.000000 | 0.000000 |
| 2459505 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.101022 | 3.972035 | 12.118379 | 5.266131 | 2.971075 | 5.697965 | -0.764251 | 0.380447 | 0.8811 | 0.8504 | 0.1998 | 11.586378 | 14.309377 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | 22.921098 | 2.932696 | 4.080541 | 4.038603 | 22.921098 | 3.456516 | 6.368218 | 1.947327 | 5.534971 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | 22.125824 | 3.807953 | 4.798169 | 4.342103 | 22.125824 | 2.194288 | 0.542289 | -0.012287 | 1.687584 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | 27.860867 | 3.912550 | 3.515250 | 27.860867 | 5.203443 | 2.082518 | 0.383780 | 2.912726 | 1.063350 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | 22.272536 | 3.192852 | 3.844261 | 3.661737 | 22.272536 | 1.272002 | 4.225525 | 0.187714 | 1.770174 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | 24.980981 | 3.559648 | 3.173673 | 24.980981 | 4.122900 | 2.017953 | 1.594153 | 4.336134 | 1.260541 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | 20.589493 | 3.355856 | 3.016202 | 20.589493 | 3.141231 | 3.660243 | 1.984940 | 0.984539 | 0.045810 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Temporal Discontinuties | 27.042161 | 5.712168 | 6.093478 | 20.086538 | 10.291003 | 25.900831 | 23.258418 | 27.042161 | 13.077995 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Temporal Variability | 85.341196 | 2.125301 | 0.512063 | 12.512940 | 20.390688 | 85.341196 | 7.571417 | 5.726962 | 23.738007 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | 22.641580 | 2.577585 | 3.782718 | 3.593798 | 22.641580 | 1.334576 | 4.242796 | 1.100602 | 4.286566 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | 2.292111 | 0.032990 | 0.146087 | 2.292111 | 0.134460 | 1.159868 | 0.483089 | 0.131529 | 1.798115 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | 26.722531 | 4.157375 | 3.417416 | 26.722531 | 5.132258 | 2.326148 | 1.544852 | 0.524699 | -0.073078 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | 25.390985 | 3.940377 | 4.550570 | 4.510404 | 25.390985 | 1.333494 | 3.622814 | 0.607552 | 0.938173 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Temporal Variability | 114.940797 | 3.986421 | 4.195650 | 23.140308 | 21.487037 | 6.071882 | 114.940797 | 10.271833 | 5.296646 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Power | inf | 204.543603 | 221.844921 | inf | inf | 21.844476 | 26.763086 | 48.300189 | 18.456416 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | inf | 350.526898 | 350.212506 | inf | inf | 107.877693 | -1.599316 | 576.856526 | -4.675000 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Shape | 2.813342 | 1.051502 | 2.813342 | -0.527570 | 2.779111 | -0.573237 | 0.390708 | -0.425829 | 0.670983 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Shape | 6.549988 | 0.836773 | 6.549988 | 0.213207 | 3.543554 | -0.006756 | 3.243152 | 2.446573 | 1.886019 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Temporal Variability | 28.785664 | 19.918985 | 21.728357 | 1.961911 | 8.246997 | 3.452150 | 28.785664 | -0.260214 | 0.096855 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | 8.179372 | 2.603906 | 3.483888 | 0.142990 | 8.179372 | 0.410346 | 1.626398 | 0.065193 | 1.610830 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | 7.619764 | 3.244749 | 2.723549 | 7.619764 | -0.046963 | 2.551475 | -0.182591 | 0.511971 | -0.563227 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | 8.614472 | 3.328820 | 2.714297 | 8.614472 | -0.161733 | 1.784715 | 0.035234 | 0.223857 | -0.802120 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | 10.334067 | 2.892426 | 3.448697 | 0.194804 | 10.334067 | 0.225498 | 2.258050 | -0.354853 | 1.209589 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Temporal Variability | 1.973540 | -0.720163 | -0.312927 | -0.780632 | -0.007127 | 1.194237 | 1.973540 | -0.202125 | 0.776780 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | 8.036822 | 4.760077 | 3.617665 | 8.036822 | 0.156801 | 1.324084 | 0.290931 | 0.563970 | -0.590315 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | 6.812248 | 3.673958 | 2.721625 | 6.812248 | 0.143419 | 2.471975 | 2.623757 | 0.742588 | 0.041687 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Temporal Variability | 29.259053 | 2.744217 | 2.166949 | 6.090944 | 1.590475 | 4.842262 | 29.259053 | 8.198513 | 0.341548 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Temporal Variability | 50.504300 | 2.640950 | 3.347180 | 1.268113 | 6.270017 | 50.504300 | 1.324757 | 0.383019 | 0.156628 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | 10.503308 | 3.358505 | 3.117311 | 10.503308 | 0.087054 | 2.254100 | 0.923439 | 0.919986 | -0.477395 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | 6.244364 | 3.356385 | 2.796839 | 6.244364 | 0.008786 | 0.721709 | 0.161743 | 1.784957 | 0.023842 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Temporal Variability | 40.841209 | -0.443553 | -0.674325 | 0.033231 | -0.770426 | 0.534261 | 40.841209 | 0.944748 | -0.002967 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | 15.667700 | 7.683922 | 8.310902 | 13.751022 | 15.667700 | 9.199384 | 8.116888 | 5.244763 | 4.926036 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Temporal Variability | 15.149721 | 3.101972 | 2.901585 | 7.248639 | 1.301835 | 8.607837 | 15.149721 | 9.332045 | 2.625050 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Power | 7.973695 | 3.397497 | 2.514864 | 7.973695 | 0.303004 | 1.919897 | 0.202181 | 0.170075 | -0.273665 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Shape | 0.000000 | 0.000000 | 0.000000 | -0.016407 | -0.016407 | -0.758305 | -0.758305 | -0.875717 | -0.875717 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Shape | 2.413055 | 2.413055 | 0.588788 | 0.955434 | -3.456559 | -0.867136 | -1.993704 | -1.613893 | -0.643032 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Shape | 1.374689 | 1.374689 | 0.062043 | -0.001409 | -2.169778 | -1.415338 | -2.482261 | -1.264010 | -0.673637 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Shape | 2.105518 | 2.105518 | 0.812059 | 0.546678 | -1.504785 | -0.909047 | -2.203787 | -1.557531 | 0.185344 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Shape | 1.463502 | 1.463502 | 0.402427 | 0.140907 | -1.767663 | -0.759391 | -1.454331 | -1.378718 | -0.555444 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Shape | 2.235887 | 2.235887 | 0.737124 | 0.697402 | -1.427289 | -0.471570 | -1.119070 | -1.326291 | -0.366214 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Power | 10.762680 | 3.994937 | 6.334487 | 5.903464 | 10.762680 | 6.938914 | 10.431655 | -0.602616 | -1.709855 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Power | 11.248812 | 4.162377 | 6.755276 | 5.809165 | 11.248812 | 6.779098 | 9.211820 | -1.261929 | -2.907079 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Temporal Variability | 59.764651 | 4.721454 | 5.210176 | 8.349992 | 8.701932 | 7.345043 | 59.764651 | -0.062534 | 0.766245 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Shape | 1.717794 | 0.420313 | 1.717794 | -2.064568 | 0.402137 | -1.893574 | -1.531244 | 1.459028 | -1.181610 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Power | 21.384818 | 4.127470 | 6.725508 | 12.730591 | 21.384818 | -0.161483 | 0.156567 | -1.061207 | -1.690706 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Power | 12.180507 | 3.709426 | 5.762284 | 6.724242 | 12.180507 | 4.943396 | 9.392519 | 2.401252 | 4.208851 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Temporal Variability | 15.482827 | 1.704628 | 3.051199 | -0.358003 | 1.394268 | -1.006840 | 15.482827 | -0.607677 | -0.329130 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Temporal Variability | 39.176060 | 5.668744 | 7.832461 | 9.577607 | 15.073041 | 6.474895 | 39.176060 | -1.670972 | -0.806443 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Shape | 2.517668 | 2.517668 | 1.027728 | 1.236705 | -0.409194 | -2.756252 | -1.204369 | -1.899349 | -0.709586 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Shape | 1.727716 | 0.755135 | 1.727716 | -1.169099 | 0.291308 | -1.389861 | -2.003113 | -0.463849 | -1.163854 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Power | 10.658327 | 6.710287 | 4.432175 | 10.658327 | 6.544767 | 7.824717 | 5.983712 | -1.334814 | 0.891424 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Power | 14.018894 | 7.994169 | 5.073217 | 14.018894 | 8.099155 | 10.193133 | 6.277756 | -1.429723 | -0.779147 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Temporal Variability | 9.939243 | 0.689082 | 1.087931 | -1.431117 | -0.849121 | -2.034394 | 9.939243 | -0.330358 | -0.062004 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | nn Temporal Variability | 8.710368 | 2.033080 | 4.111496 | 2.628524 | 5.768992 | 8.710368 | 5.861460 | 1.745385 | 1.040738 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Power | 9.519882 | 4.552722 | 6.474857 | 5.455772 | 9.519882 | 3.310882 | 9.403598 | 6.809183 | 8.925392 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Temporal Variability | 14.489735 | 8.416349 | 5.032363 | 13.153917 | 7.589907 | 14.489735 | 5.459088 | -2.378474 | -1.347207 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 31 | 2 | dish_ok | ee Power | 12.118379 | 3.972035 | 6.101022 | 5.266131 | 12.118379 | 5.697965 | 2.971075 | 0.380447 | -0.764251 |